Taipei Tech Intro to AI (臺北科技大學人工智慧概論)

Introduction to Artificial Intelligence 人工智慧概論

Taipei Tech 人工智慧概論

	Topic	Learning Objectives	Slides	Code	Updated
	Textbooks & Reference	Google Machine Learning Crash Course 陳昇瑋 & 溫怡玲, "人工智慧在台灣：產業轉型的契機與挑戰", 2019 人工智能基礎 (高中版), 華東師範大學出版社, 2018 人工智慧導論, 鴻海教育基金會, 2019			2021/4/27
1	Past, Present, and Future of AI 人工智慧的前世今生與未來	What is AI? Machine Learning Deep Learning Latest AI Applications	pdf		2020/3/20
2	Machine Learning 機器怎麼學習?	Supervised Learning vs. Unsupervised Learning Discrete Data vs. Continous Data Classification and Regression Training & Testing Avoid Overfitting Confusion Matrix	pdf		2021/3/4
3	Applied Math 機器學習中的數學	Linear Algebra Probability Calculus Optimization	pdf		2021/3/11
	Simple Python Tutorial on Colab 無痛Python程式教學	Python Basic Syntax Google Colab	pdf		2020/3/19
4	Supervised Learning 監督式學習	Linear Classification Support Vector Machine (SVM) Linear Regression Logistic Regression	pdf	classifiers regressors	2021/3/26
5	Unsupervised Learning 非監督式學習	Clustering Dimensionality Reduction k-means Principle Component Analysis (PCA) Auto-encoder	pdf		2020/4/23
	演講: 陳昇瑋人工智慧在臺灣：產業轉型的契機與挑戰		slide		2019/7/31
6	TensorFlow & Keras 深度學習開發框架簡介	Keras & TensorFlow Google Colab Loss functions Optimizer Batch & Epoch	pdf	IMDB_review financial_news house_pricing	2020/5/28
7	Convolutional Neural Networks (CNN) and Image Recognition 捲積神經網路與影像辨識	Image Classification Convolution Operation Max pooling AlexNet, ResNet, Inception, EfficientNet	pdf		2020/6/6
	Mock Exam 期中考模擬考題		pdf
8	Natural Language Processing (NLP) 自然語言處理	word2vec (Word Embedding) N-gram & Skip-gram Model GloVe	pdf		2020/5/28
9	RNN & LSTM 遞迴式神經網路	Recurrent Neural Network (RNN) Long Short-Term Memory (LSTM) Attention is All You Need	pdf		2020/6/11
10	Speech Recognition 語音辨識	Speech Signal
11	Generative Adversarial Networks (GAN) AI藝術大師 - 生成對抗網路	Neural Style Transfer Adversarial Attack DCGAN Pix2Pix CycleGAN Variational Autoencoder	pdf		2020/6/18
12	Deep Reinforcement Learning (DRL) 擊敗棋王 - 深度強化學習	Agent, State, Reward, Environment Markov Decision Process (MDP) Deep Q Learning Alpha Zero	pdf		2020/4/18
13	Training a ChatBot 空虛、寂寞、覺得冷? 訓練自己的聊天機器人	Using Reinforcement Learning to Train a ChatBot		code
	Neural Networks & Deep Learning 免費的AI訓練工具	Google Colab Kaggle Google AutoML Azure AI